{"id":"W3031649291","doi":"10.3390/coatings10060534","title":"Development of Robust Chitosan–Silica Class II Hybrid Coatings with Antimicrobial Properties for Titanium Implants","year":2020,"lang":"en","type":"article","venue":"Coatings","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Strong","keywords":"Materials science; Chitosan; Titanium; Nuclear chemistry; Fourier transform infrared spectroscopy; Chemical engineering; Coating; Surface modification; Biofilm; Scanning electron microscope; Nanotechnology; Composite material; Chemistry; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001723589,0.0004906829,0.0001781245,0.000271159,0.0001010352,0.0003677802,0.0003246506,0.0003876706,0.0006081176],"category_scores_gemma":[0.000198318,0.0002142321,0.0002933418,0.0001141428,0.0001426248,0.000206429,0.0002456965,0.0002504713,0.0002936513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698216,"about_ca_system_score_gemma":0.0001511712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003989415,"about_ca_topic_score_gemma":0.0009269918,"domain_scores_codex":[0.999872,0.00001005513,0.000009850627,0.00002185036,0.00005892828,0.0000273675],"domain_scores_gemma":[0.99988,0.0000140937,0.00003959641,0.000009064948,0.0000363805,0.00002099763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006096157,0.000004877931,0.00002660481,0.00001531563,0.000002080746,0.00001034651,0.000002798332,0.00003606885,0.999198,0.00001026906,0.000005997846,0.000681695],"study_design_scores_gemma":[0.000005247652,0.0001326315,0.0009057778,0.000002799645,0.00001093648,0.00006772265,0.000007758353,0.0006532886,0.9972194,0.000006352621,0.0009837368,0.000004244283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841086,0.002310453,0.01090781,0.00005931858,0.00006075337,0.0000758051,0.00009617223,0.0001239021,0.002257121],"genre_scores_gemma":[0.980593,0.001136656,0.01512808,0.00006002504,0.00002468375,0.00004513754,0.0001629536,0.00004432685,0.002805306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006081176,"threshold_uncertainty_score":0.002034366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355025678472966,"score_gpt":0.1902867653075814,"score_spread":0.1667365085228518,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}